Overview

Dataset statistics

Number of variables10
Number of observations442
Missing cells0
Missing cells (%)0.0%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory34.7 KiB
Average record size in memory80.3 B

Variable types

NUM9
CAT1

Reproduction

Analysis started2020-10-08 23:25:42.015612
Analysis finished2020-10-08 23:25:50.713337
Duration8.7 seconds
Software versionpandas-profiling v2.9.0
Download configurationconfig.yaml

Variables

age
Real number (ℝ)

Distinct58
Distinct (%)13.1%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-3.63962254e-16
Minimum-0.1072256316
Maximum0.1107266755
Zeros0
Zeros (%)0.0%
Memory size3.6 KiB

Quantile statistics

Minimum-0.1072256316
5-th percentile-0.0854304009
Q1-0.03729926643
median0.005383060374
Q30.03807590643
95-th percentile0.07076875249
Maximum0.1107266755
Range0.2179523071
Interquartile range (IQR)0.07537517286

Descriptive statistics

Standard deviation0.04761904762
Coefficient of variation (CV)-1.308351267e+14
Kurtosis-0.6712236886
Mean-3.63962254e-16
Median Absolute Deviation (MAD)0.03632538451
Skewness-0.231381533
Sum-1.608713163e-13
Variance0.002267573696
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0.01628067573194.3%
 
0.04170844488173.8%
 
0.009015598825163.6%
 
-0.02730978568153.4%
 
0.04534098334143.2%
 
0.01264813728143.2%
 
-0.05273755484143.2%
 
-0.001882016528143.2%
 
0.005383060374132.9%
 
0.06713621404132.9%
 
0.001750521923122.7%
 
0.02354575263122.7%
 
-0.005514554979122.7%
 
0.03081082953122.7%
 
-0.00914709343112.5%
 
-0.04183993949112.5%
 
0.01991321418112.5%
 
0.04897352179112.5%
 
-0.02367724723102.3%
 
0.03807590643102.3%
 
0.0344433679892.0%
 
0.0271782910892.0%
 
-0.0454724779492.0%
 
-0.0745327855581.8%
 
0.0598711371471.6%
 
Other values (33)13931.4%
 
ValueCountFrequency (%) 
-0.107225631630.7%
 
-0.103593093230.7%
 
-0.0999605547120.5%
 
-0.0963280162540.9%
 
-0.092695477840.9%
 
-0.0890629393530.7%
 
-0.085430400951.1%
 
-0.0817978624520.5%
 
-0.07816532440.9%
 
-0.0745327855581.8%
 
ValueCountFrequency (%) 
0.110726675520.5%
 
0.0961965216520.5%
 
0.092563983210.2%
 
0.0889314447510.2%
 
0.085298906310.2%
 
0.0816663678551.1%
 
0.0780338293910.2%
 
0.0744012909461.4%
 
0.0707687524971.6%
 
0.06713621404132.9%
 

sex
Categorical

Distinct2
Distinct (%)0.5%
Missing0
Missing (%)0.0%
Memory size3.6 KiB
-0.04464163651
235 
0.05068011874
207 
ValueCountFrequency (%) 
-0.0446416365123553.2%
 
0.0506801187420746.8%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length18
Median length18
Mean length18
Min length18

Overview of Unicode Properties

Unique unicode characters11
Unique unicode categories3 ?
Unique unicode scripts1 ?
Unique unicode blocks1 ?
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

ValueCountFrequency (%) 
0153319.3%
 
6114714.4%
 
8106313.4%
 
185610.8%
 
47058.9%
 
96778.5%
 
.4425.6%
 
54425.6%
 
34425.6%
 
74145.2%
 
-2353.0%
 

Most occurring categories

ValueCountFrequency (%) 
Decimal Number727991.5%
 
Other Punctuation4425.6%
 
Dash Punctuation2353.0%
 

Most frequent Decimal Number characters

ValueCountFrequency (%) 
0153321.1%
 
6114715.8%
 
8106314.6%
 
185611.8%
 
47059.7%
 
96779.3%
 
54426.1%
 
34426.1%
 
74145.7%
 

Most frequent Other Punctuation characters

ValueCountFrequency (%) 
.442100.0%
 

Most frequent Dash Punctuation characters

ValueCountFrequency (%) 
-235100.0%
 

Most occurring scripts

ValueCountFrequency (%) 
Common7956100.0%
 

Most frequent Common characters

ValueCountFrequency (%) 
0153319.3%
 
6114714.4%
 
8106313.4%
 
185610.8%
 
47058.9%
 
96778.5%
 
.4425.6%
 
54425.6%
 
34425.6%
 
74145.2%
 
-2353.0%
 

Most occurring blocks

ValueCountFrequency (%) 
ASCII7956100.0%
 

Most frequent ASCII characters

ValueCountFrequency (%) 
0153319.3%
 
6114714.4%
 
8106313.4%
 
185610.8%
 
47058.9%
 
96778.5%
 
.4425.6%
 
54425.6%
 
34425.6%
 
74145.2%
 
-2353.0%
 

bmi
Real number (ℝ)

Distinct163
Distinct (%)36.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-8.013951493e-16
Minimum-0.0902752959
Maximum0.170555226
Zeros0
Zeros (%)0.0%
Memory size3.6 KiB

Quantile statistics

Minimum-0.0902752959
5-th percentile-0.06656343027
Q1-0.03422906806
median-0.00728376621
Q30.03124801543
95-th percentile0.08540807214
Maximum0.170555226
Range0.2608305219
Interquartile range (IQR)0.06547708349

Descriptive statistics

Standard deviation0.04761904762
Coefficient of variation (CV)-5.942018449e+13
Kurtosis0.09509447428
Mean-8.013951493e-16
Median Absolute Deviation (MAD)0.03125655014
Skewness0.5981484879
Sum-3.54216656e-13
Variance0.002267573696
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
-0.0245287593981.8%
 
-0.0309956318481.8%
 
-0.0460850008771.6%
 
-0.00836157828471.6%
 
-0.0256065714771.6%
 
0.0142724752761.4%
 
-0.0331512559861.4%
 
-0.0234509473261.4%
 
0.00133873038161.4%
 
-0.020217511161.4%
 
0.00457216660361.4%
 
0.00564997867751.1%
 
0.0713965151851.1%
 
-0.0299178197651.1%
 
0.0606183944451.1%
 
-0.0579409336851.1%
 
-0.0180618869551.1%
 
0.0595405823751.1%
 
-0.0072837662151.1%
 
-0.036384692251.1%
 
-0.040695940551.1%
 
-0.0385403163551.1%
 
0.00672779075151.1%
 
-0.0115950145151.1%
 
-0.00943939035751.1%
 
Other values (138)29967.6%
 
ValueCountFrequency (%) 
-0.090275295910.2%
 
-0.0891974838210.2%
 
-0.0848862355310.2%
 
-0.0838084234610.2%
 
-0.0816527993120.5%
 
-0.0805749872310.2%
 
-0.0794971751610.2%
 
-0.0773415510120.5%
 
-0.0762637389410.2%
 
-0.0751859268610.2%
 
ValueCountFrequency (%) 
0.17055522610.2%
 
0.160854917310.2%
 
0.137143051710.2%
 
0.128520555110.2%
 
0.12744274310.2%
 
0.125287118910.2%
 
0.123131494710.2%
 
0.114508998110.2%
 
0.111275561910.2%
 
0.110197749810.2%
 

bp
Real number (ℝ)

Distinct100
Distinct (%)22.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.289817926e-16
Minimum-0.1123996021
Maximum0.1320442172
Zeros0
Zeros (%)0.0%
Memory size3.6 KiB

Quantile statistics

Minimum-0.1123996021
5-th percentile-0.07435588089
Q1-0.0366564468
median-0.005670610555
Q30.03564383777
95-th percentile0.08367188395
Maximum0.1320442172
Range0.2444438193
Interquartile range (IQR)0.07230028457

Descriptive statistics

Standard deviation0.04761904762
Coefficient of variation (CV)3.691920129e+14
Kurtosis-0.5327797228
Mean1.289817926e-16
Median Absolute Deviation (MAD)0.03442870694
Skewness0.2906638512
Sum5.700995231e-14
Variance0.002267573696
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
-0.005670610555214.8%
 
-0.04009931749214.8%
 
-0.02632783472204.5%
 
0.02187235499153.4%
 
-0.0332135761143.2%
 
-0.02288496402132.9%
 
-0.01255635194112.5%
 
0.04941532054112.5%
 
-0.01599922264112.5%
 
0.00810087222112.5%
 
-0.05731367096102.3%
 
-0.01944209333102.3%
 
0.07007254471102.3%
 
0.01154374291102.3%
 
0.06318680332102.3%
 
0.02875809638102.3%
 
-0.00222773986192.0%
 
-0.0745280244392.0%
 
-0.036656446892.0%
 
0.0563010619381.8%
 
0.0528581912481.8%
 
0.00121513083381.8%
 
-0.0469850588881.8%
 
0.0149866136171.6%
 
-0.0435421881971.6%
 
Other values (75)16136.4%
 
ValueCountFrequency (%) 
-0.112399602110.2%
 
-0.108956731410.2%
 
-0.1020709910.2%
 
-0.100923366410.2%
 
-0.0986281192910.2%
 
-0.0848566365140.9%
 
-0.0814137658240.9%
 
-0.0779708951210.2%
 
-0.0745280244392.0%
 
-0.0710851537410.2%
 
ValueCountFrequency (%) 
0.132044217210.2%
 
0.125158475810.2%
 
0.107944122330.7%
 
0.104501251620.5%
 
0.10105838110.2%
 
0.0987631337110.2%
 
0.0976155102651.1%
 
0.0941726395610.2%
 
0.0907297688720.5%
 
0.0872868981840.9%
 

s1
Real number (ℝ)

Distinct141
Distinct (%)31.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-9.042540472e-17
Minimum-0.1267806699
Maximum0.1539137132
Zeros0
Zeros (%)0.0%
Memory size3.6 KiB

Quantile statistics

Minimum-0.1267806699
5-th percentile-0.07311850845
Q1-0.0342478402
median-0.004320865537
Q30.02835801485
95-th percentile0.08367131975
Maximum0.1539137132
Range0.2806943831
Interquartile range (IQR)0.06260585505

Descriptive statistics

Standard deviation0.04761904762
Coefficient of variation (CV)-5.26611385e+14
Kurtosis0.2329479047
Mean-9.042540472e-17
Median Absolute Deviation (MAD)0.03095893931
Skewness0.3781082069
Sum-3.996802889e-14
Variance0.002267573696
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
-0.007072771253102.3%
 
-0.03734373413102.3%
 
0.0204462859192.0%
 
0.0121905687692.0%
 
0.00118294589681.8%
 
-0.00294491267881.8%
 
-0.0249601584181.8%
 
-0.00432086553781.8%
 
0.0245741444981.8%
 
-0.00569681839571.6%
 
-0.00982467696971.6%
 
-0.00844872411171.6%
 
-0.0167044412671.6%
 
-0.0112006298371.6%
 
-0.00019300696261.4%
 
0.00806271018761.4%
 
-0.0332158755661.4%
 
0.0397096259361.4%
 
-0.031839922761.4%
 
-0.0497273098661.4%
 
0.0149424744851.1%
 
-0.0345918284251.1%
 
0.0218222387751.1%
 
-0.0469754041451.1%
 
0.0493412959351.1%
 
Other values (116)26860.6%
 
ValueCountFrequency (%) 
-0.126780669910.2%
 
-0.108893282810.2%
 
-0.104765424210.2%
 
-0.103389471310.2%
 
-0.100637565610.2%
 
-0.0965097070420.5%
 
-0.091005895610.2%
 
-0.0896299427520.5%
 
-0.0882539898910.2%
 
-0.0868780370310.2%
 
ValueCountFrequency (%) 
0.153913713210.2%
 
0.152537760310.2%
 
0.133274420310.2%
 
0.127770608920.5%
 
0.12639465610.2%
 
0.125018703120.5%
 
0.119514891710.2%
 
0.109883221720.5%
 
0.103003457410.2%
 
0.0988755988310.2%
 

s2
Real number (ℝ)

Distinct302
Distinct (%)68.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean1.301121101e-16
Minimum-0.115613066
Maximum0.1987879897
Zeros0
Zeros (%)0.0%
Memory size3.6 KiB

Quantile statistics

Minimum-0.115613066
5-th percentile-0.07271172671
Q1-0.03035839726
median-0.003819065121
Q30.02984439452
95-th percentile0.07946276829
Maximum0.1987879897
Range0.3144010556
Interquartile range (IQR)0.06020279178

Descriptive statistics

Standard deviation0.04761904762
Coefficient of variation (CV)3.659847463e+14
Kurtosis0.6013811504
Mean1.301121101e-16
Median Absolute Deviation (MAD)0.0299056781
Skewness0.4365918037
Sum5.750955268e-14
Variance0.002267573696
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0.0162224364351.1%
 
-0.00100072896451.1%
 
-0.0248000120640.9%
 
-0.0470335528540.9%
 
-0.013839815940.9%
 
0.05661858840.9%
 
-0.00381906512130.7%
 
-0.0232342697530.7%
 
-0.0157187066730.7%
 
0.00620168565730.7%
 
0.00714113104230.7%
 
-0.0489124436230.7%
 
0.0447189464630.7%
 
0.0202933664430.7%
 
0.0375165318430.7%
 
-0.0263657543730.7%
 
-0.0216685274430.7%
 
-0.0238605666830.7%
 
0.00463594334830.7%
 
-0.00507165896830.7%
 
-0.011334628230.7%
 
-0.0135266674430.7%
 
-0.0545491159330.7%
 
0.0196670695130.7%
 
-0.0160318551330.7%
 
Other values (277)35981.2%
 
ValueCountFrequency (%) 
-0.11561306610.2%
 
-0.112794729810.2%
 
-0.10684490910.2%
 
-0.104339721410.2%
 
-0.100895088310.2%
 
-0.0971373067310.2%
 
-0.0961978613510.2%
 
-0.0958847128910.2%
 
-0.0946321190410.2%
 
-0.0905611890410.2%
 
ValueCountFrequency (%) 
0.198787989710.2%
 
0.155886650410.2%
 
0.131461070410.2%
 
0.130208476510.2%
 
0.128016437310.2%
 
0.127390140410.2%
 
0.125198101110.2%
 
0.117056241110.2%
 
0.116429944210.2%
 
0.108914381110.2%
 

s3
Real number (ℝ)

Distinct63
Distinct (%)14.3%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-4.563971122e-16
Minimum-0.1023070505
Maximum0.1811790604
Zeros0
Zeros (%)0.0%
Memory size3.6 KiB

Quantile statistics

Minimum-0.1023070505
5-th percentile-0.06549067248
Q1-0.03511716059
median-0.006584467611
Q30.02931150098
95-th percentile0.07790911999
Maximum0.1811790604
Range0.2834861109
Interquartile range (IQR)0.06442866157

Descriptive statistics

Standard deviation0.04761904762
Coefficient of variation (CV)-1.043368732e+14
Kurtosis0.9815074614
Mean-4.563971122e-16
Median Absolute Deviation (MAD)0.03129392133
Skewness0.7992551183
Sum-2.017275236e-13
Variance0.002267573696
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
-0.01394774322225.0%
 
-0.04340084565194.3%
 
-0.03971920785184.1%
 
-0.002902829807153.4%
 
-0.03235593224153.4%
 
0.008142083605153.4%
 
-0.02131101883153.4%
 
-0.02867429444153.4%
 
-0.006584467611143.2%
 
0.01550535921143.2%
 
0.01182372141132.9%
 
-0.01026610542122.7%
 
-0.02499265663122.7%
 
-0.01762938102112.5%
 
0.01918699702112.5%
 
-0.05444575906102.3%
 
-0.04708248346102.3%
 
0.004460445801102.3%
 
0.0339135482392.0%
 
0.0302319104392.0%
 
0.0633666506792.0%
 
0.00077880799792.0%
 
0.0228686348292.0%
 
0.0523217372592.0%
 
0.0707299262781.8%
 
Other values (38)12929.2%
 
ValueCountFrequency (%) 
-0.102307050510.2%
 
-0.0986254127110.2%
 
-0.0912621371110.2%
 
-0.0802172236920.5%
 
-0.0765355858951.1%
 
-0.0728539480851.1%
 
-0.0691723102871.6%
 
-0.0654906724861.4%
 
-0.0618090346771.6%
 
-0.0581273968781.8%
 
ValueCountFrequency (%) 
0.181179060410.2%
 
0.177497422610.2%
 
0.173815784810.2%
 
0.159089233610.2%
 
0.15172595810.2%
 
0.140681044610.2%
 
0.133317768910.2%
 
0.122272855520.5%
 
0.118591217730.7%
 
0.103864666510.2%
 

s4
Real number (ℝ)

Distinct66
Distinct (%)14.9%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean3.863174235e-16
Minimum-0.07639450375
Maximum0.1852344433
Zeros0
Zeros (%)0.0%
Memory size3.6 KiB

Quantile statistics

Minimum-0.07639450375
5-th percentile-0.07639450375
Q1-0.03949338287
median-0.002592261998
Q30.03430885888
95-th percentile0.08076737006
Maximum0.1852344433
Range0.261628947
Interquartile range (IQR)0.07380224175

Descriptive statistics

Standard deviation0.04761904762
Coefficient of variation (CV)1.232640433e+14
Kurtosis0.4444016718
Mean3.863174235e-16
Median Absolute Deviation (MAD)0.03690112088
Skewness0.7353736479
Sum1.707523012e-13
Variance0.002267573696
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
-0.0394933828712829.0%
 
-0.00259226199810824.4%
 
0.034308858886815.4%
 
0.07120997975337.5%
 
-0.07639450375286.3%
 
0.1081111006132.9%
 
0.145012221520.5%
 
-0.0214118336420.5%
 
-0.0376483268320.5%
 
0.0158582984420.5%
 
0.0177033544810.2%
 
0.0284046795410.2%
 
-0.0144006206810.2%
 
0.0800662487610.2%
 
0.00515697338610.2%
 
-0.0501947079310.2%
 
-0.015507654310.2%
 
0.0560805201910.2%
 
0.0575565650310.2%
 
-0.0516707527610.2%
 
-0.0472426182610.2%
 
0.0527594193210.2%
 
-0.00702039650310.2%
 
0.026928634710.2%
 
0.0129062087710.2%
 
Other values (41)419.3%
 
ValueCountFrequency (%) 
-0.07639450375286.3%
 
-0.0708593356210.2%
 
-0.0693832907810.2%
 
-0.0535158088110.2%
 
-0.0516707527610.2%
 
-0.0505637191410.2%
 
-0.0501947079310.2%
 
-0.0479806406810.2%
 
-0.0472426182610.2%
 
-0.0394933828712829.0%
 
ValueCountFrequency (%) 
0.185234443310.2%
 
0.155344535410.2%
 
0.145012221520.5%
 
0.141322109410.2%
 
0.130251773210.2%
 
0.1081111006132.9%
 
0.0918746074410.2%
 
0.0867084505210.2%
 
0.0848633944810.2%
 
0.0808042711810.2%
 

s5
Real number (ℝ)

Distinct184
Distinct (%)41.6%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-3.848103334e-16
Minimum-0.1260973856
Maximum0.13359898
Zeros0
Zeros (%)0.0%
Memory size3.6 KiB

Quantile statistics

Minimum-0.1260973856
5-th percentile-0.0721284546
Q1-0.03324878725
median-0.001947634157
Q30.03243322578
95-th percentile0.07904666678
Maximum0.13359898
Range0.2596963656
Interquartile range (IQR)0.06568201303

Descriptive statistics

Standard deviation0.04761904762
Coefficient of variation (CV)-1.237468007e+14
Kurtosis-0.1343658334
Mean-3.848103334e-16
Median Absolute Deviation (MAD)0.03314062486
Skewness0.2917738324
Sum-1.700861674e-13
Variance0.002267573696
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
-0.01811826731112.5%
 
-0.03075120986102.3%
 
-0.0411803851981.8%
 
-0.0259524244471.6%
 
-0.0514005352671.6%
 
-0.0332487872571.6%
 
-0.0236445575761.4%
 
-0.0109044358561.4%
 
-0.0611765950961.4%
 
0.0155668445461.4%
 
-0.000609254186161.4%
 
0.0011437973851.1%
 
-0.035816728151.1%
 
0.0148227108451.1%
 
-0.0629129499251.1%
 
-0.0213936809451.1%
 
-0.072128454651.1%
 
-0.0051453079851.1%
 
-0.011900684851.1%
 
-0.0271286455551.1%
 
-0.0159982677651.1%
 
-0.0398095943651.1%
 
-0.0425721049240.9%
 
-0.056157573140.9%
 
-0.0225121719340.9%
 
Other values (159)29566.7%
 
ValueCountFrequency (%) 
-0.126097385610.2%
 
-0.104364820810.2%
 
-0.101643547910.2%
 
-0.0964332228940.9%
 
-0.0939356455110.2%
 
-0.0891368600810.2%
 
-0.0868289932220.5%
 
-0.0823814832620.5%
 
-0.0802365402510.2%
 
-0.0781409106720.5%
 
ValueCountFrequency (%) 
0.1335989820.5%
 
0.133395733810.2%
 
0.132372649310.2%
 
0.130080609510.2%
 
0.129019411610.2%
 
0.12005338210.2%
 
0.119343994210.2%
 
0.106354276710.2%
 
0.104137611410.2%
 
0.103292264910.2%
 

s6
Real number (ℝ)

Distinct56
Distinct (%)12.7%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-3.398488127e-16
Minimum-0.1377672257
Maximum0.1356118307
Zeros0
Zeros (%)0.0%
Memory size3.6 KiB

Quantile statistics

Minimum-0.1377672257
5-th percentile-0.07563562197
Q1-0.03317902609
median-0.0010776975
Q30.0279170509
95-th percentile0.0817644408
Maximum0.1356118307
Range0.2733790564
Interquartile range (IQR)0.06109607699

Descriptive statistics

Standard deviation0.04761904762
Coefficient of variation (CV)-1.401183286e+14
Kurtosis0.2369167379
Mean-3.398488127e-16
Median Absolute Deviation (MAD)0.0289947484
Skewness0.2079166162
Sum-1.502131752e-13
Variance0.002267573696
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
0.003064409414225.0%
 
0.01963283707204.5%
 
0.007206516329204.5%
 
-0.0010776975194.3%
 
-0.01764612516163.6%
 
-0.01350401824163.6%
 
-0.03835665973153.4%
 
-0.00936191133143.2%
 
-0.005219804415143.2%
 
0.01549073016143.2%
 
-0.05492508739143.2%
 
0.04034337165132.9%
 
0.0279170509132.9%
 
0.01134862324132.9%
 
-0.02178823207122.7%
 
-0.0300724459122.7%
 
0.02377494399112.5%
 
0.03205915782112.5%
 
-0.02593033899102.3%
 
-0.05906719431102.3%
 
-0.0507829804892.0%
 
-0.0342145528292.0%
 
0.0362012647392.0%
 
0.0734802269781.8%
 
-0.0424987666581.8%
 
Other values (31)11024.9%
 
ValueCountFrequency (%) 
-0.137767225710.2%
 
-0.129483011920.5%
 
-0.104630370420.5%
 
-0.0963461565420.5%
 
-0.0922040496340.9%
 
-0.0880619427120.5%
 
-0.083919835830.7%
 
-0.0797777288840.9%
 
-0.0756356219740.9%
 
-0.0714935150551.1%
 
ValueCountFrequency (%) 
0.135611830730.7%
 
0.131469723820.5%
 
0.127327616910.2%
 
0.11904340320.5%
 
0.106617082340.9%
 
0.0983328684620.5%
 
0.0941907615410.2%
 
0.0900486546320.5%
 
0.0859065477140.9%
 
0.081764440840.9%
 

Interactions

Correlations

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Missing values

Sample

First rows

agesexbmibps1s2s3s4s5s6
00.0380760.0506800.0616960.021872-0.044223-0.034821-0.043401-0.0025920.019908-0.017646
1-0.001882-0.044642-0.051474-0.026328-0.008449-0.0191630.074412-0.039493-0.068330-0.092204
20.0852990.0506800.044451-0.005671-0.045599-0.034194-0.032356-0.0025920.002864-0.025930
3-0.089063-0.044642-0.011595-0.0366560.0121910.024991-0.0360380.0343090.022692-0.009362
40.005383-0.044642-0.0363850.0218720.0039350.0155960.008142-0.002592-0.031991-0.046641
5-0.092695-0.044642-0.040696-0.019442-0.068991-0.0792880.041277-0.076395-0.041180-0.096346
6-0.0454720.050680-0.047163-0.015999-0.040096-0.0248000.000779-0.039493-0.062913-0.038357
70.0635040.050680-0.0018950.0666300.0906200.1089140.0228690.017703-0.0358170.003064
80.0417080.0506800.061696-0.040099-0.0139530.006202-0.028674-0.002592-0.0149560.011349
9-0.070900-0.0446420.039062-0.033214-0.012577-0.034508-0.024993-0.0025920.067736-0.013504

Last rows

agesexbmibps1s2s3s4s5s6
4320.009016-0.0446420.055229-0.0056710.0575970.044719-0.0029030.0232390.0556840.106617
433-0.027310-0.044642-0.060097-0.0297710.0465890.0199800.122273-0.039493-0.051401-0.009362
4340.016281-0.0446420.0013390.0081010.0053110.0108990.030232-0.039493-0.0454210.032059
435-0.012780-0.044642-0.023451-0.040099-0.0167040.004636-0.017629-0.002592-0.038459-0.038357
436-0.056370-0.044642-0.074108-0.050428-0.024960-0.0470340.092820-0.076395-0.061177-0.046641
4370.0417080.0506800.0196620.059744-0.005697-0.002566-0.028674-0.0025920.0311930.007207
438-0.0055150.050680-0.015906-0.0676420.0493410.079165-0.0286740.034309-0.0181180.044485
4390.0417080.050680-0.0159060.017282-0.037344-0.013840-0.024993-0.011080-0.0468790.015491
440-0.045472-0.0446420.0390620.0012150.0163180.015283-0.0286740.0265600.044528-0.025930
441-0.045472-0.044642-0.073030-0.0814140.0837400.0278090.173816-0.039493-0.0042200.003064